{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3b9c9ee7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "url = \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=0&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&sfrom=search_job_pc&scene=input&skId=s37ata026albqknvb8uclrb3hg3suatb&fkId=s37ata026albqknvb8uclrb3hg3suatb&ckId=s37ata026albqknvb8uclrb3hg3suatb&suggestId=\"\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "681029c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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title=\"广州国外销售助理招聘\">广州国外销售助理招聘</a><a href=\"https://www.liepin.com/city-gz/zpdmbqcg3x6n/\" target=\"_blank\" title=\"广州动漫版权采购招聘\">广州动漫版权采购招聘</a><a href=\"https://www.liepin.com/city-gz/zpzlgljl2v7y/\" target=\"_blank\" title=\"广州专利管理经理招聘\">广州专利管理经理招聘</a><a href=\"https://www.liepin.com/city-gz/zpcpbzzj7e9v/\" target=\"_blank\" title=\"广州产品标准专家招聘\">广州产品标准专家招聘</a><a href=\"https://www.liepin.com/city-gz/zpgzzzc5a1v/\" target=\"_blank\" title=\"广州公猪站站长招聘\">广州公猪站站长招聘</a><a href=\"https://www.liepin.com/city-gz/zpsyhpxs1z1d/\" target=\"_blank\" title=\"广州商业化培训师招聘\">广州商业化培训师招聘</a><a href=\"https://www.liepin.com/city-gz/zpwmhdyy4u3n/\" target=\"_blank\" title=\"广州外卖活动运营招聘\">广州外卖活动运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpgzhszy8d8y/\" target=\"_blank\" title=\"广州工资核算专员招聘\">广州工资核算专员招聘</a><a href=\"https://www.liepin.com/city-gz/zpthyyjl3t1q/\" target=\"_blank\" title=\"广州投后运营经理招聘\">广州投后运营经理招聘</a><a href=\"https://www.liepin.com/city-gz/zptbfwzy1b10f/\" target=\"_blank\" title=\"广州投并法务专员招聘\">广州投并法务专员招聘</a><a href=\"https://www.liepin.com/city-gz/zpxyyjy4v7f/\" target=\"_blank\" title=\"广州新药研究员招聘\">广州新药研究员招聘</a><a href=\"https://www.liepin.com/city-gz/zpwjcgcs3t9r/\" target=\"_blank\" title=\"广州外检测工程师招聘\">广州外检测工程师招聘</a><a href=\"https://www.liepin.com/city-gz/zpybxsyy8a9z/\" target=\"_blank\" title=\"广州延保销售运营招聘\">广州延保销售运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpxqdtf8w1m/\" target=\"_blank\" title=\"广州新渠道投放招聘\">广州新渠道投放招聘</a><a href=\"https://www.liepin.com/city-gz/zpzznrbj1e8j/\" target=\"_blank\" title=\"广州杂志内容编辑招聘\">广州杂志内容编辑招聘</a><a href=\"https://www.liepin.com/city-gz/zpmjqgsf5f1z/\" target=\"_blank\" title=\"广州模具钳工师付招聘\">广州模具钳工师付招聘</a><a href=\"https://www.liepin.com/city-gz/zpxflly9r7x/\" target=\"_blank\" title=\"广州消防联络员招聘\">广州消防联络员招聘</a><a href=\"https://www.liepin.com/city-gz/zpyhccyy2h7p/\" target=\"_blank\" title=\"广州用户成长运营招聘\">广州用户成长运营招聘</a><a href=\"https://www.liepin.com/city-gz/zpwjcpzj7n7j/\" target=\"_blank\" title=\"广州玩具产品专家招聘\">广州玩具产品专家招聘</a><a href=\"https://www.liepin.com/city-gz/zpsjghjl6m10n/\" target=\"_blank\" title=\"广州视觉规划经理招聘\">广州视觉规划经理招聘</a><a href=\"https://www.liepin.com/city-gz/zpjhbfbc4i9p/\" target=\"_blank\" title=\"广州计划部副部长招聘\">广州计划部副部长招聘</a><a href=\"https://www.liepin.com/city-gz/zpsxbfzj10r7n/\" target=\"_blank\" title=\"广州生信部副总监招聘\">广州生信部副总监招聘</a><a href=\"https://www.liepin.com/city-gz/zpjgyyjl1n5v/\" target=\"_blank\" title=\"广州监管运营经理招聘\">广州监管运营经理招聘</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-gz/career/YuQingFenXiShi/\" target=\"_blank\" title=\"广州舆情分析师招聘\">广州舆情分析师招聘</a><a href=\"https://www.liepin.com/city-gz/career/xitongjicheng/\" target=\"_blank\" title=\"广州系统集成工程师招聘\">广州系统集成工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/wuxiantongxin/\" target=\"_blank\" title=\"广州无线通信工程师招聘\">广州无线通信工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/chanpinvp/\" target=\"_blank\" title=\"广州产品VP/CPO招聘\">广州产品VP/CPO招聘</a><a href=\"https://www.liepin.com/city-gz/career/DaoGouD/\" target=\"_blank\" title=\"广州导购招聘\">广州导购招聘</a><a href=\"https://www.liepin.com/city-gz/career/120150/\" target=\"_blank\" title=\"广州能源项目管理招聘\">广州能源项目管理招聘</a><a href=\"https://www.liepin.com/city-gz/career/YunShuGuanLi/\" target=\"_blank\" title=\"广州运输管理招聘\">广州运输管理招聘</a><a href=\"https://www.liepin.com/city-gz/career/falvguwen/\" target=\"_blank\" title=\"广州法律顾问招聘\">广州法律顾问招聘</a><a href=\"https://www.liepin.com/city-gz/career/jingzhuangsheji/\" target=\"_blank\" title=\"广州精装设计招聘\">广州精装设计招聘</a><a href=\"https://www.liepin.com/city-gz/career/170207/\" target=\"_blank\" title=\"广州爆破工程师招聘\">广州爆破工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/guanggaozhizuo/\" target=\"_blank\" title=\"广州广告制作执行招聘\">广州广告制作执行招聘</a><a href=\"https://www.liepin.com/city-gz/career/ShouYi/\" target=\"_blank\" title=\"广州兽医招聘\">广州兽医招聘</a><a href=\"https://www.liepin.com/city-gz/career/huoyundaili/\" target=\"_blank\" title=\"广州货代销售招聘\">广州货代销售招聘</a><a href=\"https://www.liepin.com/city-gz/career/xitongfenxiyuan/\" target=\"_blank\" title=\"广州系统分析师招聘\">广州系统分析师招聘</a><a href=\"https://www.liepin.com/city-gz/career/jixieyanfaguanli/\" target=\"_blank\" title=\"广州机械研发管理招聘\">广州机械研发管理招聘</a><a href=\"https://www.liepin.com/city-gz/career/fangdichanxiangmuzongjingli/\" target=\"_blank\" title=\"广州房地产项目总经理招聘\">广州房地产项目总经理招聘</a><a href=\"https://www.liepin.com/city-gz/career/yaopinzhuce/\" target=\"_blank\" title=\"广州药品注册招聘\">广州药品注册招聘</a><a href=\"https://www.liepin.com/city-gz/career/PCB/\" target=\"_blank\" title=\"广州PCB工程师招聘\">广州PCB工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/450002/\" target=\"_blank\" title=\"广州采购专员/助理招聘\">广州采购专员/助理招聘</a><a href=\"https://www.liepin.com/city-gz/career/qudaozongjian/\" target=\"_blank\" title=\"广州渠道总监招聘\">广州渠道总监招聘</a><a href=\"https://www.liepin.com/city-gz/career/shengchanzuzhang/\" target=\"_blank\" title=\"广州生产组长/拉长招聘\">广州生产组长/拉长招聘</a><a href=\"https://www.liepin.com/city-gz/career/ruby/\" target=\"_blank\" title=\"广州Ruby招聘\">广州Ruby招聘</a><a href=\"https://www.liepin.com/city-gz/career/liuchengguanli/\" target=\"_blank\" title=\"广州流程管理招聘\">广州流程管理招聘</a><a href=\"https://www.liepin.com/city-gz/career/shichangyingxiaojl/\" target=\"_blank\" title=\"广州市场经理/主管招聘\">广州市场经理/主管招聘</a><a href=\"https://www.liepin.com/city-gz/career/tongxinceshigcs/\" target=\"_blank\" title=\"广州通信测试工程师招聘\">广州通信测试工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/zongbuzhigongchengshi/\" target=\"_blank\" title=\"广州总布置工程师招聘\">广州总布置工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/yidongqianduankaifa/\" target=\"_blank\" title=\"广州移动前端开发工程师招聘\">广州移动前端开发工程师招聘</a><a href=\"https://www.liepin.com/city-gz/career/60204/\" target=\"_blank\" title=\"广州产品专员/助理招聘\">广州产品专员/助理招聘</a><a href=\"https://www.liepin.com/city-gz/career/fangdchanzhongjie/\" target=\"_blank\" title=\"广州房地产中介招聘\">广州房地产中介招聘</a><a href=\"https://www.liepin.com/city-gz/career/YuanHuaShi/\" target=\"_blank\" title=\"广州原画师招聘\">广州原画师招聘</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/city-gz/industry/fdckfjy/\" target=\"_blank\" title=\"广州房地产开发经营招聘\">广州房地产开发经营招聘</a><a href=\"https://www.liepin.com/city-gz/industry/jzgcsj/\" target=\"_blank\" title=\"广州建筑/工程设计招聘\">广州建筑/工程设计招聘</a><a href=\"https://www.liepin.com/city-gz/industry/pxfw/\" target=\"_blank\" title=\"广州培训服务招聘\">广州培训服务招聘</a><a href=\"https://www.liepin.com/city-gz/industry/dlrlrqsw/\" target=\"_blank\" title=\"广州电力/热力/燃气/水务招聘\">广州电力/热力/燃气/水务招聘</a><a href=\"https://www.liepin.com/city-gz/industry/swjs/\" target=\"_blank\" title=\"广州生物技术招聘\">广州生物技术招聘</a><a 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target=\"_blank\" title=\"广州市东山区星之光家电市场晨曦电器店\">广州市东山区星之光家电市场晨曦电器店</a><a href=\"https://www.liepin.com/company/gs98362089/\" target=\"_blank\" title=\"广州市花都区新华彩红果冰室\">广州市花都区新华彩红果冰室</a><a href=\"https://www.liepin.com/company/gs92917744/\" target=\"_blank\" title=\"广州市增城仁欣商店\">广州市增城仁欣商店</a><a href=\"https://www.liepin.com/company/gs9426234/\" target=\"_blank\" title=\"广州御银自动柜员机技术有限公司\">广州御银自动柜员机技术有限公司</a><a href=\"https://www.liepin.com/company/gs93136254/\" target=\"_blank\" title=\"广州市萝岗区意和百货商店\">广州市萝岗区意和百货商店</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://www.liepin.com/company/13055283/\" target=\"_blank\" title=\"东莞市友顺人力资源有限公司\">东莞市友顺人力资源有限公司</a><a href=\"https://www.liepin.com/company/9633956/\" target=\"_blank\" title=\"广州赢赢信息科技有限公司\">广州赢赢信息科技有限公司</a><a href=\"https://www.liepin.com/company/10017523/\" target=\"_blank\" title=\"广州山水网络科技有限公司\">广州山水网络科技有限公司</a><a href=\"https://www.liepin.com/company/8096412/\" target=\"_blank\" title=\"广州兰简贸易有限公司\">广州兰简贸易有限公司</a><a href=\"https://www.liepin.com/company/7919995/\" target=\"_blank\" title=\"广州市雕宝数控设备有限公司\">广州市雕宝数控设备有限公司</a><a href=\"https://www.liepin.com/company/9090803/\" target=\"_blank\" title=\"广东富怡实业集团有限公司\">广东富怡实业集团有限公司</a><a href=\"https://www.liepin.com/company/8186625/\" target=\"_blank\" title=\"广东劲翔金卡有限公司\">广东劲翔金卡有限公司</a><a href=\"https://www.liepin.com/company/8514171/\" target=\"_blank\" title=\"广东佳莱投资控股有限公司\">广东佳莱投资控股有限公司</a><a href=\"https://www.liepin.com/company/7978438/\" target=\"_blank\" title=\"人印股份\">人印股份</a><a href=\"https://www.liepin.com/company/12773709/\" target=\"_blank\" title=\"滨洋国际\">滨洋国际</a><a href=\"https://www.liepin.com/company/12912579/\" target=\"_blank\" title=\"魂起网络\">魂起网络</a><a href=\"https://www.liepin.com/company/7985619/\" target=\"_blank\" title=\"锐博生物\">锐博生物</a><a href=\"https://www.liepin.com/company/9232634/\" target=\"_blank\" title=\"广州学人文化传媒有限公司\">广州学人文化传媒有限公司</a>\\n                </div>\\n                <div class=\"common-hot-links-content\" data-selector=\"common-hot-links-content\">\\n                    <a href=\"https://m.liepin.com/gz/zhaopin/\" target=\"_blank\" title=\"广州招聘\">广州招聘</a>\\n                </div>\\n            </div>\\n            \\n            <div class=\"common-current-position\">\\n                <div class=\"row-label\">当前位置：</div>\\n                <div class=\"row-content\" >\\n                    \\n                        <a href=\"https://www.liepin.com/city-gz/\">广州招聘网</a> <span>></span>\\n                    \\n                        <a href=\"https://www.liepin.com/city-gz/zhaopin/?scene=seo\">广州招聘信息</a> \\n                    \\n                </div>\\n            </div>\\n        </div>\\n    </section>\\n\\n  \\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/polyfill-vendors.59bbc6e9.js\"></script>\\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/react-vendors.a415e8f0.js\"></script>\\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/runtime.75ee3d5f.js\"></script>\\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-www-pc/v6/js/common.f4f69a22.js\"></script>\\n\\n  <script crossorigin=\"anonymous\" src=\"https://concat.lietou-static.com/fe-www-pc/v6/js/pages/search-jobs.5bfaebd1.js\"></script>\\n  <!-- footer -->\\n  \\n    <iframe id=\"common-footer\" width=\"100%\" scrolling=\"no\" src=\"https://wow.liepin.com/t1009027/index.html\" frameborder=\"0\"></iframe>\\n    <script>window.addEventListener(\\'message\\', function(event) {if (event.data && event.data.type === \\'footer-height\\') {document.querySelector(\\'#common-footer\\').setAttribute(\\'height\\', event.data.height + \\'px\\') }}, false) </script>\\n\\n  <!-- imc -->\\n  \\n    <script>\\n        (function () {\\n            var imEntryScript = \\'<script crossOrigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-imc-pc/v6/latest/entry.js?q=\\'.concat(\\n                Math.floor(Date.now() / 180000),\\n                \\'\"><\\\\/script>\\'\\n            );\\n            document.write(imEntryScript);\\n        })();\\n    </script>\\n\\n\\n  \\n    \\n    \\n    <script type=\"application/ld+json\">\\n        {\\n            \"@context\": \"https://ziyuan.baidu.com/contexts/cambrian.jsonld\",\\n            \"appid\": \"1586030202028057\",\\n            \"@id\": \"https://www.liepin.com/city-gz/zhaopin/?scene=seo\",\\n            \"title\": \"【广州招聘信息_广州人才网招聘信息】-猎聘\",\\n            \"description\": \"猎聘广州招聘信息提供真实的广州人才招聘信息，广州招聘信息有超过10000多高薪人才招聘信息职位任你选，找广州招聘信息就来广州人才网招聘信息频道。\",\\n            \"upDate\": \"2023-03-31T08:00:00\",\\n            \"data\": {\\n                \"WebPage\": {\\n                    \"headline\": \"【广州招聘信息_广州人才网招聘信息】-猎聘\",\\n                    \"pcUrl\": \"https://www.liepin.com/city-gz/zhaopin/?scene=seo\",\\n                    \"wapUrl\": \"https://m.liepin.com/gz/zhaopin/?scene=seo\"\\n                }\\n            }\\n        }\\n    </script>\\n\\n  \\n    <script>var _hmt = _hmt || [];\\n    (function () {\\n        var hm = document.createElement(\"script\");\\n        hm.src = \"//hm.baidu.com/hm.js?a2647413544f5a04f00da7eee0d5e200\";\\n        var s = document.getElementsByTagName(\"script\")[0];\\n        s.parentNode.insertBefore(hm, s);\\n    })();</script>\\n<!--    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-lib-pc/v6/secscan/0.1.0/secscan-remote.js\"></script>-->\\n\\n  \\n    <!--百度推送-->\\n    <script>\\n        (function () {\\n            var bp = document.createElement(\\'script\\');\\n            var curProtocol = window.location.protocol.split(\\':\\')[0];\\n            if (curProtocol === \\'https\\') {\\n                bp.src = \\'https://zz.bdstatic.com/linksubmit/push.js\\';\\n            } else {\\n                bp.src = \\'http://push.zhanzhang.baidu.com/push.js\\';\\n            }\\n            var s = document.getElementsByTagName(\"script\")[0];\\n            s.parentNode.insertBefore(bp, s);\\n        })();\\n    </script>\\n    <!--360 推送 todo js资源会报错，先注释掉-->\\n    <!--    <script src=\"https://jspassport.ssl.qhimg.com/11.0.1.js?4cc89993e2a252b7fd4d5d5c9d350c50\" id=\"sozz\"></script>-->\\n\\n  <!-- tlog -->\\n  \\n    <script crossorigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-lib-pc/v6/tlog/2.0.11/tlog.min.bf0d2cc6.js\"></script>\\n\\n</body>\\n</html>'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4801ad70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info = r.html.find('div.job-list-box')\n",
    "info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3ada57ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "\n",
    "# 第一页广州产品经理实习生\n",
    "payload = {\n",
    "     \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c289f25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 状态码\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "00713761",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'comp': {'compStage': 'D轮',\n",
       "      'compLogo': '6343c4588d2ab127fab106e403u.png',\n",
       "      'compScale': '1000-2000人',\n",
       "      'compIndustry': '新能源汽车',\n",
       "      'compName': '上海洛轲智能科技有限公司',\n",
       "      'compId': 12815619,\n",
       "      'link': 'https://www.liepin.com/company/12815619/'},\n",
       "     'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257326945%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['汽车行业',\n",
       "       'to C',\n",
       "       'to B',\n",
       "       '产品设计',\n",
       "       '用户研究',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '团队管理'],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'salary': '30-45k·14薪',\n",
       "      'dq': '上海-杨浦区',\n",
       "      'title': 'C端产品资深高级经理(N4664)',\n",
       "      'refreshTime': '20230327174315',\n",
       "      'jobId': '57326945',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'link': 'https://www.liepin.com/job/1957326945.shtml',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': True},\n",
       "     'recruiter': {'recruiterName': '张女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'imId': 'af8637da56f2ac8503ccd2778568248c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '43c7964d5cbcd65334758acf5a011128'},\n",
       "     'dataParams': '{\"recruiterName\":\"张女士\",\"imId\":\"af8637da56f2ac8503ccd2778568248c\",\"imUserType\":\"2\",\"userId\":\"43c7964d5cbcd65334758acf5a011128\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobId\":\"57326945\"}'},\n",
       "    {'comp': {'compLogo': '5bfe9ddc74719d2aa34b765003a.png',\n",
       "      'compScale': '10000人以上',\n",
       "      'compIndustry': '服装/纺织/皮革',\n",
       "      'compName': 'lululemon',\n",
       "      'compId': 9092862,\n",
       "      'link': 'https://www.liepin.com/company/9092862/'},\n",
       "     'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2252842437%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
       "      'title': 'Product Operations Manager ID125433',\n",
       "      'refreshTime': '20230327084328',\n",
       "      'jobId': '52842437',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'link': 'https://www.liepin.com/job/1952842437.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': True},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '',\n",
       "      'chatted': False,\n",
       "      'imId': '0c0a32dd901ac2bfac365a663ca833da',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '51a04c4a8dd26798e20a523d05b17bde'},\n",
       "     'dataParams': '{\"recruiterName\":\"王女士\",\"imId\":\"0c0a32dd901ac2bfac365a663ca833da\",\"imUserType\":\"2\",\"userId\":\"51a04c4a8dd26798e20a523d05b17bde\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"jobId\":\"52842437\"}'},\n",
       "    {'comp': {'compStage': '战略投资',\n",
       "      'compLogo': '62c532b3d005e77d42ff429606u.png',\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '云计算/大数据',\n",
       "      'compName': '天湘和',\n",
       "      'compId': 12848963,\n",
       "      'link': 'https://www.liepin.com/company/12848963/'},\n",
       "     'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257340831%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['市场调研',\n",
       "       '云计算',\n",
       "       '智慧城市',\n",
       "       'to G',\n",
       "       '需求分析',\n",
       "       '产品设计',\n",
       "       '数据产品',\n",
       "       '客户端产品',\n",
       "       '硬件系统集成'],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
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       "     'job': {'labels': ['硬件产品', '智能家居'],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'salary': '25-40k·16薪',\n",
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       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'recruiterName': '靖女士',\n",
       "      'recruiterTitle': 'hrbp',\n",
       "      'chatted': False,\n",
       "      'imId': 'bbd54d2aba2f96f9c0e770cd23fcb1ad',\n",
       "      'imUserType': '2',\n",
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       "    {'comp': {'compStage': '不需要融资',\n",
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       "      'compScale': '2000-5000人',\n",
       "      'compIndustry': '家电',\n",
       "      'compName': '某国内大型家具家电公司',\n",
       "      'link': ''},\n",
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       "     'job': {'labels': [],\n",
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       "      'requireEduLevel': '本科及以上',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'recruiterName': '秦女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "      'imId': '9418ebe85ff332046042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
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       "      'compScale': '100-499人',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compName': '豪德机械',\n",
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       "     'job': {'labels': [],\n",
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       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海',\n",
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       "     'recruiter': {'recruiterName': '叶女士',\n",
       "      'recruiterTitle': '高级人事专员',\n",
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       "      'compScale': '50-99人',\n",
       "      'compIndustry': '金属制品',\n",
       "      'compName': '某国内金属制品公司',\n",
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       "    {'comp': {'compStage': '其他',\n",
       "      'compLogo': '63ef2ec7a433107cbfe245ac01u.png',\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compName': '昂旭(上海)贸易有限公司',\n",
       "      'compId': 13425031,\n",
       "      'link': 'https://www.liepin.com/company/13425031/'},\n",
       "     'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2256221199%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-黄浦区',\n",
       "      'title': '产品经理/Product Manager',\n",
       "      'refreshTime': '20230217162717',\n",
       "      'jobId': '56221199',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'link': 'https://www.liepin.com/job/1956221199.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'recruiterName': '徐女士',\n",
       "      'recruiterTitle': '人事行政经理',\n",
       "      'chatted': False,\n",
       "      'imId': '6535ae399139ebe6df514c63e89fb1b8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'e27428a84e155db6cb41cd1ccd3c908b'},\n",
       "     'dataParams': '{\"recruiterName\":\"徐女士\",\"imId\":\"6535ae399139ebe6df514c63e89fb1b8\",\"imUserType\":\"2\",\"userId\":\"e27428a84e155db6cb41cd1ccd3c908b\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobId\":\"56221199\"}'},\n",
       "    {'comp': {'compLogo': '592e7a9b70320c7ee19b9c4c04a.jpg',\n",
       "      'compScale': '10000人以上',\n",
       "      'compIndustry': '整车制造',\n",
       "      'compName': '戴姆勒／梅赛德斯－奔驰',\n",
       "      'compId': 8494044,\n",
       "      'link': 'https://www.liepin.com/company/8494044/'},\n",
       "     'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2255397811%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['.NET',\n",
       "       'SystemVerilog',\n",
       "       'ES5',\n",
       "       'ECMAScript 6',\n",
       "       'ECMAScript'],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'salary': '薪资面议',\n",
       "      'dq': '上海-浦东新区',\n",
       "      'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理',\n",
       "      'refreshTime': '20230330082812',\n",
       "      'jobId': '55397811',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'link': 'https://www.liepin.com/job/1955397811.shtml',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'chatted': False,\n",
       "      'imId': '3af8fdebe74dbbbe76f5ec2df67915bd',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '82b656079372824a4b73c7d29c43d41f'},\n",
       "     'dataParams': '{\"recruiterName\":\"陈女士\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobId\":\"55397811\"}'},\n",
       "    {'comp': {'compStage': '其他股票市场上市',\n",
       "      'compLogo': '5bfea42f74719d2aa34cad5a03a.png',\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'compName': '维我软件',\n",
       "      'compId': 8062928,\n",
       "      'link': 'https://www.liepin.com/company/8062928/'},\n",
       "     'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2255701661%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['SaaS系统'],\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'salary': '20-40k',\n",
       "      'dq': '上海-静安区',\n",
       "      'title': 'Product Manager(CRM) 产品经理',\n",
       "      'refreshTime': '20230327135028',\n",
       "      'jobId': '55701661',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'link': 'https://www.liepin.com/job/1955701661.shtml',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'recruiterName': '白女士',\n",
       "      'recruiterTitle': 'Talent Partner',\n",
       "      'chatted': False,\n",
       "      'imId': 'd2d1b8fb216557be160bef405ccde8ba',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '6a77933d13f747d05e6b925786705a3c'},\n",
       "     'dataParams': '{\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557be160bef405ccde8ba\",\"imUserType\":\"2\",\"userId\":\"6a77933d13f747d05e6b925786705a3c\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"jobId\":\"55701661\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'scene': 'input',\n",
       "   'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 807,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "content = r.json()\n",
    "content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "564dc299",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "62f5e7d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>flag</th>\n",
       "      <th>data.data.jobCardList</th>\n",
       "      <th>data.data.compList</th>\n",
       "      <th>data.passThroughData.sfrom</th>\n",
       "      <th>data.passThroughData.ckId</th>\n",
       "      <th>data.passThroughData.scene</th>\n",
       "      <th>data.passThroughData.skId</th>\n",
       "      <th>data.passThroughData.fkId</th>\n",
       "      <th>data.pagination.currentPage</th>\n",
       "      <th>data.pagination.totalPage</th>\n",
       "      <th>data.pagination.pageSize</th>\n",
       "      <th>data.pagination.totalCounts</th>\n",
       "      <th>data.pagination.hasNext</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>[{'comp': {'compStage': 'D轮', 'compLogo': '634...</td>\n",
       "      <td>[]</td>\n",
       "      <td>search_job_pc</td>\n",
       "      <td>h2c8pxojavrmo1w785z7ueih2ybfpux8</td>\n",
       "      <td>input</td>\n",
       "      <td>h2c8pxojavrmo1w785z7ueih2ybfpux8</td>\n",
       "      <td>h2c8pxojavrmo1w785z7ueih2ybfpux8</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>40</td>\n",
       "      <td>807</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   flag                              data.data.jobCardList data.data.compList  \\\n",
       "0     1  [{'comp': {'compStage': 'D轮', 'compLogo': '634...                 []   \n",
       "\n",
       "  data.passThroughData.sfrom         data.passThroughData.ckId  \\\n",
       "0              search_job_pc  h2c8pxojavrmo1w785z7ueih2ybfpux8   \n",
       "\n",
       "  data.passThroughData.scene         data.passThroughData.skId  \\\n",
       "0                      input  h2c8pxojavrmo1w785z7ueih2ybfpux8   \n",
       "\n",
       "          data.passThroughData.fkId  data.pagination.currentPage  \\\n",
       "0  h2c8pxojavrmo1w785z7ueih2ybfpux8                            0   \n",
       "\n",
       "   data.pagination.totalPage  data.pagination.pageSize  \\\n",
       "0                         10                        40   \n",
       "\n",
       "   data.pagination.totalCounts  data.pagination.hasNext  \n",
       "0                          807                    False  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将半结构化JSON数据规范化为平面表 => 数据展平\n",
    "pd.json_normalize(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ff872213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"imId\":\"af8637da56f2ac8...</td>\n",
       "      <td>D轮</td>\n",
       "      <td>6343c4588d2ab127fab106e403u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>新能源汽车</td>\n",
       "      <td>上海洛轲智能科技有限公司</td>\n",
       "      <td>12815619.0</td>\n",
       "      <td>https://www.liepin.com/company/12815619/</td>\n",
       "      <td>[汽车行业, to C, to B, 产品设计, 用户研究, 产品规划, 需求分析, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957326945.shtml</td>\n",
       "      <td>大专</td>\n",
       "      <td>True</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>af8637da56f2ac8503ccd2778568248c</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>43c7964d5cbcd65334758acf5a011128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"imId\":\"0c0a32dd901ac2b...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9ddc74719d2aa34b765003a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>lululemon</td>\n",
       "      <td>9092862.0</td>\n",
       "      <td>https://www.liepin.com/company/9092862/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1952842437.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>王女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>0c0a32dd901ac2bfac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>51a04c4a8dd26798e20a523d05b17bde</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"旷女士\",\"imId\":\"aaf64e26be68f1f...</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>62c532b3d005e77d42ff429606u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>云计算/大数据</td>\n",
       "      <td>天湘和</td>\n",
       "      <td>12848963.0</td>\n",
       "      <td>https://www.liepin.com/company/12848963/</td>\n",
       "      <td>[市场调研, 云计算, 智慧城市, to G, 需求分析, 产品设计, 数据产品, 客户端产...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957340831.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>旷女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>aaf64e26be68f1fd6cdb271ea7541165</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>f146b187cd67d5182ae03e281455ea34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"白女士\",\"imId\":\"6bf7c8d0afceed7...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea4c274719d2aa34cc8c303a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>北京梅赛德斯奔驰销售服务有限公司</td>\n",
       "      <td>8621016.0</td>\n",
       "      <td>https://www.liepin.com/company/8621016/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956500125.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>False</td>\n",
       "      <td>6bf7c8d0afceed76ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>e26b3b71749bfd548b299e4b3258c395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"imId\":\"a56b7700cffa549...</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5e6cd41d37483e328d58d03f07u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>Monotype</td>\n",
       "      <td>12166219.0</td>\n",
       "      <td>https://www.liepin.com/company/12166219/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955659871.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Associate HRBP-APAC</td>\n",
       "      <td>False</td>\n",
       "      <td>a56b7700cffa549f5ccdf9963d70cb82</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>18d91c08495a8eb4b16207fad6c9700b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"imId\":\"59d5771eff4f401...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6152bdf0573d7424a46f696a01u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>新闻和出版业</td>\n",
       "      <td>励德爱思唯尔信息技术(北京)有限公司</td>\n",
       "      <td>8485003.0</td>\n",
       "      <td>https://www.liepin.com/company/8485003/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956472625.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>Talent Acquisition</td>\n",
       "      <td>False</td>\n",
       "      <td>59d5771eff4f401fad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>1e0168f7bd79f761b830e0c9a9674d81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"4a4ece35206ffdf...</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1936908035.shtml</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"鱼女士\",\"imId\":\"05e66dde1f54697...</td>\n",
       "      <td>C轮</td>\n",
       "      <td>5bfe9a0f74719df0ac99c18d03a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维塔士</td>\n",
       "      <td>3215924.0</td>\n",
       "      <td>https://www.liepin.com/company/3215924/</td>\n",
       "      <td>[商业产品, 计算机软件, 需求分析, 需求说明]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1945447327.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>鱼女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>05e66dde1f5469778fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>3ebcddd9b3193ceafb68be0b3ae411e1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"靖女士\",\"imId\":\"bbd54d2aba2f96f...</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5d06ef909fae687d4390e99b07u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>计算机硬件</td>\n",
       "      <td>北京石头世纪科技股份有限公司</td>\n",
       "      <td>9322029.0</td>\n",
       "      <td>https://www.liepin.com/company/9322029/</td>\n",
       "      <td>[硬件产品, 智能家居]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1948870631.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>靖女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>False</td>\n",
       "      <td>bbd54d2aba2f96f9c0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2b138f862903d50dafa3f1eb4ee8f12e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"秦女士\",\"imId\":\"9418ebe85ff3320...</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>家电</td>\n",
       "      <td>某国内大型家具家电公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/a/43688015.shtml</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>秦女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>9418ebe85ff332046042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>54d0c343712e13549ab2b96701a.jpg</td>\n",
       "      <td>a39e65ec739c49f5f63871c18e9f3afc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"叶女士\",\"imId\":\"993247f23540bc9...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe961b74719df0ac98f54d03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>豪德机械</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1948531427.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>高级人事专员</td>\n",
       "      <td>False</td>\n",
       "      <td>993247f23540bc9a1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"方女士\",\"imId\":\"fe3fbc4d94ca635...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>金属制品</td>\n",
       "      <td>某国内金属制品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[to B, 产品规划, 需求分析, 用户研究, 市场调研, 电子/半导体/集成电路, 汽车...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/a/42798049.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>方女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>fe3fbc4d94ca635e0eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>63999371594b4a36d28791d808u.png</td>\n",
       "      <td>9856b42059af30c2416f9a918ce7977e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"邱先生\",\"imId\":\"7ac9225ebe147c7...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td></td>\n",
       "      <td>培训服务</td>\n",
       "      <td>赫尔马科技(上海)有限公司</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1928814467.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>邱先生</td>\n",
       "      <td>区域总经理</td>\n",
       "      <td>False</td>\n",
       "      <td>7ac9225ebe147c72937a45d7910778f0</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"邝女士\",\"imId\":\"610f31159823139...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62567f498e9e614d7d6d83c506u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>优谷朗读</td>\n",
       "      <td>9261638.0</td>\n",
       "      <td>https://www.liepin.com/company/9261638/</td>\n",
       "      <td>[产品规划, 创新能力, 策划能力, 项目管理能力]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1950626893.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>邝女士</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>False</td>\n",
       "      <td>610f311598231391e37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>595f31937032648741b616b905a.png</td>\n",
       "      <td>1d1306af21a992d8bdd67167af3b53f0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"c7641a69cf38dca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1938464227.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>c7641a69cf38dca278f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "      <td>0bf0722094c925ae8c9f9862da3ad695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557b...</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>[SaaS软件, CRM产品, to B]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1947207445.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>Talent Partner</td>\n",
       "      <td>False</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"祝女士\",\"imId\":\"c5a554bd369f7dd...</td>\n",
       "      <td>D轮</td>\n",
       "      <td>62df95e5f56e4b709a9a235203u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>新能源</td>\n",
       "      <td>Sun King</td>\n",
       "      <td>8925182.0</td>\n",
       "      <td>https://www.liepin.com/company/8925182/</td>\n",
       "      <td>[竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1932526369.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>祝女士</td>\n",
       "      <td>Regional Sr. HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>c5a554bd369f7ddac0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>60bef91a67e2645716093e3606u.png</td>\n",
       "      <td>c2a29033a4fe825502099587be9f7a60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"查先生\",\"imId\":\"6befc51d705930b...</td>\n",
       "      <td>C轮</td>\n",
       "      <td>5bf8a9e28e506f9e8592b3f804a.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>深圳开思时代科技有限公司</td>\n",
       "      <td>8778850.0</td>\n",
       "      <td>https://www.liepin.com/company/8778850/</td>\n",
       "      <td>[汽车配件, 供应商寻源, 采购, 汽配工厂资源]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957046201.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>查先生</td>\n",
       "      <td>顾问(C)</td>\n",
       "      <td>False</td>\n",
       "      <td>6befc51d705930b78b0ca3877d009dea</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>6f20f43c418f1416a28c40aac6676512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"徐先生\",\"imId\":\"fadc54c0e7012cb...</td>\n",
       "      <td>B轮</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>南京天洑软件有限公司</td>\n",
       "      <td>7945005.0</td>\n",
       "      <td>https://www.liepin.com/company/7945005/</td>\n",
       "      <td>[工业互联网, Axure, 产品优化, 用户研究, Visio, Xmind, 产品规划,...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1951919855.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>徐先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>fadc54c0e7012cbecf3b784bbdf4fe53</td>\n",
       "      <td>2</td>\n",
       "      <td>6217570e01e216439725fb8808u.png</td>\n",
       "      <td>4cc99b91848b506e3a55e918455c9ac1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"imId\":\"598e3261a17f043...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63f85894ae8ec6724b67f42d03u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>合元集团</td>\n",
       "      <td>852976.0</td>\n",
       "      <td>https://www.liepin.com/company/852976/</td>\n",
       "      <td>[画像产品, 工具产品, 消费品, 产品规划, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957157065.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>598e3261a17f043a9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>d63f4978d5082c5a3c17040eac6965ff</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"毛先生\",\"imId\":\"ce7ccd785f8b8d8...</td>\n",
       "      <td>B轮</td>\n",
       "      <td>613183e794a50f4ab32610ff01u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>拉面说</td>\n",
       "      <td>9705876.0</td>\n",
       "      <td>https://www.liepin.com/company/9705876/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1949536051.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>毛先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>ce7ccd785f8b8d8845913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>5a4c262d8885e9942c69f434aaa14096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"c7919f0e6419a91...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>莫仕连接器(成都)有限公司</td>\n",
       "      <td>12148213.0</td>\n",
       "      <td>https://www.liepin.com/company/12148213/</td>\n",
       "      <td>[硬件产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1952142081.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td>TA Partner</td>\n",
       "      <td>False</td>\n",
       "      <td>c7919f0e6419a916db286ab5a8a082c5</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>e72091f3abe9808674e9c6e34f8a68d7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"imId\":\"7aa0d8a46d39fb2...</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe9ac074719df0ac99e43003a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>万得</td>\n",
       "      <td>8055349.0</td>\n",
       "      <td>https://www.liepin.com/company/8055349/</td>\n",
       "      <td>[金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956286627.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>False</td>\n",
       "      <td>7aa0d8a46d39fb2b62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>5a9f63498e509036ebf34f6d06a.png</td>\n",
       "      <td>6ba963bf320d184de99485503740fff1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"马先生\",\"imId\":\"cd4881a0ca4e729...</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>6221b9742a9c1049a9a3e8b802u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>六合新创科技</td>\n",
       "      <td>12250069.0</td>\n",
       "      <td>https://www.liepin.com/company/12250069/</td>\n",
       "      <td>[电商产品经理  ]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956742421.shtml</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "      <td>马先生</td>\n",
       "      <td>hr主管</td>\n",
       "      <td>False</td>\n",
       "      <td>cd4881a0ca4e72908868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>6221c7f64c56d92afb77eebe03u.png</td>\n",
       "      <td>c680de1a3cee3bf025e0bf90184688b3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"吴先生\",\"imId\":\"273743b73b8b405...</td>\n",
       "      <td>A轮</td>\n",
       "      <td>5bfe969774719df0ac990e4e03a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>杭州致成电子科技有限公司</td>\n",
       "      <td>9655065.0</td>\n",
       "      <td>https://www.liepin.com/company/9655065/</td>\n",
       "      <td>[数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953550065.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>273743b73b8b405cb8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>6384709c34e8df2c1c647dda07u.png</td>\n",
       "      <td>bd41282741832b495d14fcb327ba54e1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"钱女士\",\"imId\":\"54d001c83b72632...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fb5c993b1d9242a23ea315003u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>三一帕尔菲格特种车辆装备有限公司</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956729675.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"钱女士\",\"imId\":\"54d001c83b72632...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fb5c993b1d9242a23ea315003u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>三一帕尔菲格特种车辆装备有限公司</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1957353437.shtml</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"imId\":\"c01b7239c29322d...</td>\n",
       "      <td>D轮</td>\n",
       "      <td>6163dc033df70d56f3b601a406u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>BroadLink</td>\n",
       "      <td>10047697.0</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1944022163.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>False</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"imId\":\"7e851e39422316a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[产品规划, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/a/44892841.shtml</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>7e851e39422316a9c051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>6124674cfeab1239c90f01d601u.png</td>\n",
       "      <td>353e506e435b98110f03be3f8eb70477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"imId\":\"67300386979fa3d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9fae74719d2aa34bd17803a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>范德兰德</td>\n",
       "      <td>7978881.0</td>\n",
       "      <td>https://www.liepin.com/company/7978881/</td>\n",
       "      <td>[to G]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955089575.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>67300386979fa3d6d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>64ad619618d438cff438b82dd3028b0c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"唐先生\",\"imId\":\"5d3352a2d7afe5e...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6046e1f3b894721491d45d8f07u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>北京微仙医疗科技有限公司</td>\n",
       "      <td>12526719.0</td>\n",
       "      <td>https://www.liepin.com/company/12526719/</td>\n",
       "      <td>[渠道销售, 市场洞察, 团队管理, 销售管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1943958071.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>唐先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5d3352a2d7afe5e267766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>612c11dd210e0464ec5c2059058991df</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"袁女士\",\"imId\":\"945255696d7beb2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953637209.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>False</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"imId\":\"4164f33d00e1d78...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea48674719d2aa34cbda703a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>工业自动化</td>\n",
       "      <td>西门子</td>\n",
       "      <td>33708.0</td>\n",
       "      <td>https://www.liepin.com/company/33708/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953370887.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>TA Consultant</td>\n",
       "      <td>False</td>\n",
       "      <td>4164f33d00e1d78a351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>b69fd5c36585947f42d05a8e2630beaf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"袁女士\",\"imId\":\"945255696d7beb2...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1953637169.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>False</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557b...</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955701663.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>Talent Partner</td>\n",
       "      <td>False</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"imId\":\"244c498c451abbc...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61dbbbc46f9486679feb36c205u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>沃尔沃汽车中国</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1949370351.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"imId\":\"6535ae399139ebe...</td>\n",
       "      <td>其他</td>\n",
       "      <td>63ef2ec7a433107cbfe245ac01u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>昂旭(上海)贸易有限公司</td>\n",
       "      <td>13425031.0</td>\n",
       "      <td>https://www.liepin.com/company/13425031/</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1956221199.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>人事行政经理</td>\n",
       "      <td>False</td>\n",
       "      <td>6535ae399139ebe6df514c63e89fb1b8</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>e27428a84e155db6cb41cd1ccd3c908b</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"imId\":\"3af8fdebe74dbbb...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>592e7a9b70320c7ee19b9c4c04a.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>戴姆勒／梅赛德斯－奔驰</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>[.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955397811.shtml</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>82b656079372824a4b73c7d29c43d41f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>{\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557b...</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/job/1955701661.shtml</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>白女士</td>\n",
       "      <td>Talent Partner</td>\n",
       "      <td>False</td>\n",
       "      <td>d2d1b8fb216557be160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "\n",
       "                                           dataParams comp.compStage  \\\n",
       "0   {\"recruiterName\":\"张女士\",\"imId\":\"af8637da56f2ac8...             D轮   \n",
       "1   {\"recruiterName\":\"王女士\",\"imId\":\"0c0a32dd901ac2b...            NaN   \n",
       "2   {\"recruiterName\":\"旷女士\",\"imId\":\"aaf64e26be68f1f...           战略投资   \n",
       "3   {\"recruiterName\":\"白女士\",\"imId\":\"6bf7c8d0afceed7...            NaN   \n",
       "4   {\"recruiterName\":\"刘女士\",\"imId\":\"a56b7700cffa549...            已上市   \n",
       "5   {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...            NaN   \n",
       "6   {\"recruiterName\":\"朱女士\",\"imId\":\"59d5771eff4f401...            NaN   \n",
       "7   {\"recruiterName\":\"李女士\",\"imId\":\"4a4ece35206ffdf...           港股上市   \n",
       "8   {\"recruiterName\":\"鱼女士\",\"imId\":\"05e66dde1f54697...             C轮   \n",
       "9   {\"recruiterName\":\"靖女士\",\"imId\":\"bbd54d2aba2f96f...         沪深A股上市   \n",
       "10  {\"recruiterName\":\"秦女士\",\"imId\":\"9418ebe85ff3320...          不需要融资   \n",
       "11  {\"recruiterName\":\"叶女士\",\"imId\":\"993247f23540bc9...            NaN   \n",
       "12  {\"recruiterName\":\"方女士\",\"imId\":\"fe3fbc4d94ca635...          融资未公开   \n",
       "13  {\"recruiterName\":\"邱先生\",\"imId\":\"7ac9225ebe147c7...            NaN   \n",
       "14  {\"recruiterName\":\"邝女士\",\"imId\":\"610f31159823139...            NaN   \n",
       "15  {\"recruiterName\":\"李女士\",\"imId\":\"c7641a69cf38dca...            NaN   \n",
       "16  {\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557b...       其他股票市场上市   \n",
       "17  {\"recruiterName\":\"祝女士\",\"imId\":\"c5a554bd369f7dd...             D轮   \n",
       "18  {\"recruiterName\":\"查先生\",\"imId\":\"6befc51d705930b...             C轮   \n",
       "19  {\"recruiterName\":\"徐先生\",\"imId\":\"fadc54c0e7012cb...             B轮   \n",
       "20  {\"recruiterName\":\"王先生\",\"imId\":\"598e3261a17f043...            NaN   \n",
       "21  {\"recruiterName\":\"毛先生\",\"imId\":\"ce7ccd785f8b8d8...             B轮   \n",
       "22  {\"recruiterName\":\"李女士\",\"imId\":\"c7919f0e6419a91...            NaN   \n",
       "23  {\"recruiterName\":\"孙女士\",\"imId\":\"7aa0d8a46d39fb2...             其他   \n",
       "24  {\"recruiterName\":\"马先生\",\"imId\":\"cd4881a0ca4e729...          融资未公开   \n",
       "25  {\"recruiterName\":\"吴先生\",\"imId\":\"273743b73b8b405...             A轮   \n",
       "26  {\"recruiterName\":\"钱女士\",\"imId\":\"54d001c83b72632...            NaN   \n",
       "27  {\"recruiterName\":\"钱女士\",\"imId\":\"54d001c83b72632...            NaN   \n",
       "28  {\"recruiterName\":\"刘先生\",\"imId\":\"c01b7239c29322d...             D轮   \n",
       "29  {\"recruiterName\":\"孙女士\",\"imId\":\"7e851e39422316a...            NaN   \n",
       "30  {\"recruiterName\":\"孙女士\",\"imId\":\"67300386979fa3d...            NaN   \n",
       "31  {\"recruiterName\":\"唐先生\",\"imId\":\"5d3352a2d7afe5e...            NaN   \n",
       "32  {\"recruiterName\":\"袁女士\",\"imId\":\"945255696d7beb2...            NaN   \n",
       "33  {\"recruiterName\":\"杨女士\",\"imId\":\"4164f33d00e1d78...            NaN   \n",
       "34  {\"recruiterName\":\"袁女士\",\"imId\":\"945255696d7beb2...            NaN   \n",
       "35  {\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557b...       其他股票市场上市   \n",
       "36  {\"recruiterName\":\"刘女士\",\"imId\":\"244c498c451abbc...            NaN   \n",
       "37  {\"recruiterName\":\"徐女士\",\"imId\":\"6535ae399139ebe...             其他   \n",
       "38  {\"recruiterName\":\"陈女士\",\"imId\":\"3af8fdebe74dbbb...            NaN   \n",
       "39  {\"recruiterName\":\"白女士\",\"imId\":\"d2d1b8fb216557b...       其他股票市场上市   \n",
       "\n",
       "                      comp.compLogo comp.compScale comp.compIndustry  \\\n",
       "0   6343c4588d2ab127fab106e403u.png     1000-2000人             新能源汽车   \n",
       "1   5bfe9ddc74719d2aa34b765003a.png       10000人以上          服装/纺织/皮革   \n",
       "2   62c532b3d005e77d42ff429606u.png         50-99人           云计算/大数据   \n",
       "3   5bfea4c274719d2aa34cc8c303a.png       500-999人              整车制造   \n",
       "4   5e6cd41d37483e328d58d03f07u.jpg       500-999人             计算机软件   \n",
       "5   6274ee6d04a5ff469b10880402u.png         50-99人            贸易/进出口   \n",
       "6   6152bdf0573d7424a46f696a01u.png     2000-5000人            新闻和出版业   \n",
       "7   5bfe915474719d35745acf0903a.png       10000人以上               互联网   \n",
       "8   5bfe9a0f74719df0ac99c18d03a.png     1000-2000人             计算机软件   \n",
       "9   5d06ef909fae687d4390e99b07u.png       500-999人             计算机硬件   \n",
       "10  60e2fe0bf3df194a3c48adb502u.png     2000-5000人                家电   \n",
       "11  5bfe961b74719df0ac98f54d03a.png       100-499人             机械/设备   \n",
       "12  60e2fe0bf3df194a3c48adb502u.png         50-99人              金属制品   \n",
       "13  61b07937d0458d53c627567e02u.jpg                             培训服务   \n",
       "14  62567f498e9e614d7d6d83c506u.png       100-499人              培训服务   \n",
       "15  5fc72c10ddcaaa231891b6af08u.png       100-499人       电子/半导体/集成电路   \n",
       "16  5bfea42f74719d2aa34cad5a03a.png       100-499人             计算机软件   \n",
       "17  62df95e5f56e4b709a9a235203u.png     1000-2000人               新能源   \n",
       "18  5bf8a9e28e506f9e8592b3f804a.jpg     1000-2000人               互联网   \n",
       "19  61b07937d0458d53c627567e02u.jpg         50-99人             计算机软件   \n",
       "20  63f85894ae8ec6724b67f42d03u.png     2000-5000人       电子/半导体/集成电路   \n",
       "21  613183e794a50f4ab32610ff01u.png       100-499人          食品/饮料/酒水   \n",
       "22  61b07937d0458d53c627567e02u.jpg     2000-5000人             机械/设备   \n",
       "23  5bfe9ac074719df0ac99e43003a.png     2000-5000人               互联网   \n",
       "24  6221b9742a9c1049a9a3e8b802u.png       500-999人            专业技术服务   \n",
       "25  5bfe969774719df0ac990e4e03a.png       500-999人              IT服务   \n",
       "26  5fb5c993b1d9242a23ea315003u.png       100-499人             机械/设备   \n",
       "27  5fb5c993b1d9242a23ea315003u.png       100-499人             机械/设备   \n",
       "28  6163dc033df70d56f3b601a406u.png       100-499人              智能硬件   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png       100-499人            人力资源服务   \n",
       "30  5bfe9fae74719d2aa34bd17803a.png       100-499人           电气机械/器材   \n",
       "31  6046e1f3b894721491d45d8f07u.png         50-99人              医疗器械   \n",
       "32  592e7a9b70320c7ee19b9c4c04a.jpg       10000人以上              整车制造   \n",
       "33  5bfea48674719d2aa34cbda703a.png       10000人以上             工业自动化   \n",
       "34  592e7a9b70320c7ee19b9c4c04a.jpg       10000人以上              整车制造   \n",
       "35  5bfea42f74719d2aa34cad5a03a.png       100-499人             计算机软件   \n",
       "36  61dbbbc46f9486679feb36c205u.png       10000人以上              整车制造   \n",
       "37  63ef2ec7a433107cbfe245ac01u.png          1-49人          食品/饮料/酒水   \n",
       "38  592e7a9b70320c7ee19b9c4c04a.jpg       10000人以上              整车制造   \n",
       "39  5bfea42f74719d2aa34cad5a03a.png       100-499人             计算机软件   \n",
       "\n",
       "         comp.compName  comp.compId                                 comp.link  \\\n",
       "0         上海洛轲智能科技有限公司   12815619.0  https://www.liepin.com/company/12815619/   \n",
       "1            lululemon    9092862.0   https://www.liepin.com/company/9092862/   \n",
       "2                  天湘和   12848963.0  https://www.liepin.com/company/12848963/   \n",
       "3     北京梅赛德斯奔驰销售服务有限公司    8621016.0   https://www.liepin.com/company/8621016/   \n",
       "4             Monotype   12166219.0  https://www.liepin.com/company/12166219/   \n",
       "5                 仙婷集团    8112968.0   https://www.liepin.com/company/8112968/   \n",
       "6   励德爱思唯尔信息技术(北京)有限公司    8485003.0   https://www.liepin.com/company/8485003/   \n",
       "7               阿里巴巴集团    1072424.0   https://www.liepin.com/company/1072424/   \n",
       "8                  维塔士    3215924.0   https://www.liepin.com/company/3215924/   \n",
       "9       北京石头世纪科技股份有限公司    9322029.0   https://www.liepin.com/company/9322029/   \n",
       "10         某国内大型家具家电公司          NaN                                             \n",
       "11                豪德机械    8008979.0   https://www.liepin.com/company/8008979/   \n",
       "12           某国内金属制品公司          NaN                                             \n",
       "13       赫尔马科技(上海)有限公司   12261483.0  https://www.liepin.com/company/12261483/   \n",
       "14                优谷朗读    9261638.0   https://www.liepin.com/company/9261638/   \n",
       "15                鼎芯无限    6145394.0   https://www.liepin.com/company/6145394/   \n",
       "16                维我软件    8062928.0   https://www.liepin.com/company/8062928/   \n",
       "17            Sun King    8925182.0   https://www.liepin.com/company/8925182/   \n",
       "18        深圳开思时代科技有限公司    8778850.0   https://www.liepin.com/company/8778850/   \n",
       "19          南京天洑软件有限公司    7945005.0   https://www.liepin.com/company/7945005/   \n",
       "20                合元集团     852976.0    https://www.liepin.com/company/852976/   \n",
       "21                 拉面说    9705876.0   https://www.liepin.com/company/9705876/   \n",
       "22       莫仕连接器(成都)有限公司   12148213.0  https://www.liepin.com/company/12148213/   \n",
       "23                  万得    8055349.0   https://www.liepin.com/company/8055349/   \n",
       "24              六合新创科技   12250069.0  https://www.liepin.com/company/12250069/   \n",
       "25        杭州致成电子科技有限公司    9655065.0   https://www.liepin.com/company/9655065/   \n",
       "26    三一帕尔菲格特种车辆装备有限公司   12269387.0  https://www.liepin.com/company/12269387/   \n",
       "27    三一帕尔菲格特种车辆装备有限公司   12269387.0  https://www.liepin.com/company/12269387/   \n",
       "28           BroadLink   10047697.0  https://www.liepin.com/company/10047697/   \n",
       "29               某知名公司          NaN                                             \n",
       "30                范德兰德    7978881.0   https://www.liepin.com/company/7978881/   \n",
       "31        北京微仙医疗科技有限公司   12526719.0  https://www.liepin.com/company/12526719/   \n",
       "32         戴姆勒／梅赛德斯－奔驰    8494044.0   https://www.liepin.com/company/8494044/   \n",
       "33                 西门子      33708.0     https://www.liepin.com/company/33708/   \n",
       "34         戴姆勒／梅赛德斯－奔驰    8494044.0   https://www.liepin.com/company/8494044/   \n",
       "35                维我软件    8062928.0   https://www.liepin.com/company/8062928/   \n",
       "36             沃尔沃汽车中国    8083523.0   https://www.liepin.com/company/8083523/   \n",
       "37        昂旭(上海)贸易有限公司   13425031.0  https://www.liepin.com/company/13425031/   \n",
       "38         戴姆勒／梅赛德斯－奔驰    8494044.0   https://www.liepin.com/company/8494044/   \n",
       "39                维我软件    8062928.0   https://www.liepin.com/company/8062928/   \n",
       "\n",
       "                                           job.labels  ...  \\\n",
       "0    [汽车行业, to C, to B, 产品设计, 用户研究, 产品规划, 需求分析, 团队管理]  ...   \n",
       "1                                                  []  ...   \n",
       "2   [市场调研, 云计算, 智慧城市, to G, 需求分析, 产品设计, 数据产品, 客户端产...  ...   \n",
       "3                                                  []  ...   \n",
       "4                                                  []  ...   \n",
       "5   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...   \n",
       "6                                                  []  ...   \n",
       "7                            [数据产品, 数据挖掘, 数据分析, 产品规划]  ...   \n",
       "8                           [商业产品, 计算机软件, 需求分析, 需求说明]  ...   \n",
       "9                                        [硬件产品, 智能家居]  ...   \n",
       "10                                                 []  ...   \n",
       "11                                                 []  ...   \n",
       "12  [to B, 产品规划, 需求分析, 用户研究, 市场调研, 电子/半导体/集成电路, 汽车...  ...   \n",
       "13                                       [产品设计, saas]  ...   \n",
       "14                         [产品规划, 创新能力, 策划能力, 项目管理能力]  ...   \n",
       "15                                                 []  ...   \n",
       "16                              [SaaS软件, CRM产品, to B]  ...   \n",
       "17        [竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]  ...   \n",
       "18                          [汽车配件, 供应商寻源, 采购, 汽配工厂资源]  ...   \n",
       "19  [工业互联网, Axure, 产品优化, 用户研究, Visio, Xmind, 产品规划,...  ...   \n",
       "20                      [画像产品, 工具产品, 消费品, 产品规划, 用户研究]  ...   \n",
       "21                                                 []  ...   \n",
       "22                                           [硬件产品规划]  ...   \n",
       "23  [金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...  ...   \n",
       "24                                         [电商产品经理  ]  ...   \n",
       "25  [数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...  ...   \n",
       "26                  [定价/竞价产品, 商业产品, 产品规划, 团队管理, 用户研究]  ...   \n",
       "27                  [定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]  ...   \n",
       "28                                  [ppt, 需求分析, 硬件产品]  ...   \n",
       "29                                       [产品规划, 团队管理]  ...   \n",
       "30                                             [to G]  ...   \n",
       "31                           [渠道销售, 市场洞察, 团队管理, 销售管理]  ...   \n",
       "32                             [AT变速器, SystemVerilog]  ...   \n",
       "33                                                 []  ...   \n",
       "34                             [AT变速器, SystemVerilog]  ...   \n",
       "35                                           [SaaS系统]  ...   \n",
       "36                                                 []  ...   \n",
       "37                                                 []  ...   \n",
       "38  [.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...  ...   \n",
       "39                                           [SaaS系统]  ...   \n",
       "\n",
       "                                       job.link job.requireEduLevel  \\\n",
       "0   https://www.liepin.com/job/1957326945.shtml                  大专   \n",
       "1   https://www.liepin.com/job/1952842437.shtml                  本科   \n",
       "2   https://www.liepin.com/job/1957340831.shtml                  本科   \n",
       "3   https://www.liepin.com/job/1956500125.shtml                统招本科   \n",
       "4   https://www.liepin.com/job/1955659871.shtml                  硕士   \n",
       "5   https://www.liepin.com/job/1950965433.shtml                  硕士   \n",
       "6   https://www.liepin.com/job/1956472625.shtml                  本科   \n",
       "7   https://www.liepin.com/job/1936908035.shtml                学历不限   \n",
       "8   https://www.liepin.com/job/1945447327.shtml                  本科   \n",
       "9   https://www.liepin.com/job/1948870631.shtml                统招本科   \n",
       "10      https://www.liepin.com/a/43688015.shtml               本科及以上   \n",
       "11  https://www.liepin.com/job/1948531427.shtml                统招本科   \n",
       "12      https://www.liepin.com/a/42798049.shtml                统招本科   \n",
       "13  https://www.liepin.com/job/1928814467.shtml                  本科   \n",
       "14  https://www.liepin.com/job/1950626893.shtml                  本科   \n",
       "15  https://www.liepin.com/job/1938464227.shtml                统招本科   \n",
       "16  https://www.liepin.com/job/1947207445.shtml                  本科   \n",
       "17  https://www.liepin.com/job/1932526369.shtml                  本科   \n",
       "18  https://www.liepin.com/job/1957046201.shtml                  本科   \n",
       "19  https://www.liepin.com/job/1951919855.shtml                  硕士   \n",
       "20  https://www.liepin.com/job/1957157065.shtml                统招本科   \n",
       "21  https://www.liepin.com/job/1949536051.shtml                  本科   \n",
       "22  https://www.liepin.com/job/1952142081.shtml                  本科   \n",
       "23  https://www.liepin.com/job/1956286627.shtml                  本科   \n",
       "24  https://www.liepin.com/job/1956742421.shtml                  大专   \n",
       "25  https://www.liepin.com/job/1953550065.shtml                  本科   \n",
       "26  https://www.liepin.com/job/1956729675.shtml                  本科   \n",
       "27  https://www.liepin.com/job/1957353437.shtml                  硕士   \n",
       "28  https://www.liepin.com/job/1944022163.shtml                  本科   \n",
       "29      https://www.liepin.com/a/44892841.shtml               本科及以上   \n",
       "30  https://www.liepin.com/job/1955089575.shtml                  本科   \n",
       "31  https://www.liepin.com/job/1943958071.shtml                  本科   \n",
       "32  https://www.liepin.com/job/1953637209.shtml                  本科   \n",
       "33  https://www.liepin.com/job/1953370887.shtml                统招本科   \n",
       "34  https://www.liepin.com/job/1953637169.shtml                  本科   \n",
       "35  https://www.liepin.com/job/1955701663.shtml                  本科   \n",
       "36  https://www.liepin.com/job/1949370351.shtml                  本科   \n",
       "37  https://www.liepin.com/job/1956221199.shtml                  本科   \n",
       "38  https://www.liepin.com/job/1955397811.shtml                统招本科   \n",
       "39  https://www.liepin.com/job/1955701661.shtml                  本科   \n",
       "\n",
       "    job.advViewFlag recruiter.recruiterName     recruiter.recruiterTitle  \\\n",
       "0              True                     张女士                           HR   \n",
       "1              True                     王女士                                \n",
       "2              True                     旷女士                                \n",
       "3             False                     白女士                         hrbp   \n",
       "4             False                     刘女士          Associate HRBP-APAC   \n",
       "5             False                     吴女士                HR Specialist   \n",
       "6             False                     朱女士           Talent Acquisition   \n",
       "7             False                     李女士                           顾问   \n",
       "8             False                     鱼女士                           HR   \n",
       "9             False                     靖女士                         hrbp   \n",
       "10            False                     秦女士                         猎头顾问   \n",
       "11            False                     叶女士                       高级人事专员   \n",
       "12            False                     方女士                         猎头顾问   \n",
       "13            False                     邱先生                        区域总经理   \n",
       "14            False                     邝女士                         人力资源   \n",
       "15            False                     李女士                       人力资源经理   \n",
       "16            False                     白女士               Talent Partner   \n",
       "17            False                     祝女士            Regional Sr. HRBP   \n",
       "18            False                     查先生                        顾问(C)   \n",
       "19            False                     徐先生                         招聘经理   \n",
       "20            False                     王先生                         招聘经理   \n",
       "21            False                     毛先生                         HRBP   \n",
       "22            False                     李女士                   TA Partner   \n",
       "23            False                     孙女士                 人力资源伙伴(HRBP)   \n",
       "24            False                     马先生                         hr主管   \n",
       "25            False                     吴先生                           HR   \n",
       "26            False                     钱女士                         招聘专员   \n",
       "27            False                     钱女士                         招聘专员   \n",
       "28            False                     刘先生                 物联网解决方案事业部副总   \n",
       "29            False                     孙女士                         猎头顾问   \n",
       "30            False                     孙女士                                \n",
       "31            False                     唐先生                       人力资源专员   \n",
       "32            False                     袁女士  HR Recruiting and Marketing   \n",
       "33            False                     杨女士                TA Consultant   \n",
       "34            False                     袁女士  HR Recruiting and Marketing   \n",
       "35            False                     白女士               Talent Partner   \n",
       "36            False                     刘女士                           HR   \n",
       "37            False                     徐女士                       人事行政经理   \n",
       "38            False                     陈女士                         招聘经理   \n",
       "39            False                     白女士               Talent Partner   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       "0              False  af8637da56f2ac8503ccd2778568248c                    2   \n",
       "1              False  0c0a32dd901ac2bfac365a663ca833da                    2   \n",
       "2              False  aaf64e26be68f1fd6cdb271ea7541165                    2   \n",
       "3              False  6bf7c8d0afceed76ee7b65a82243fe9b                    2   \n",
       "4              False  a56b7700cffa549f5ccdf9963d70cb82                    2   \n",
       "5              False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "6              False  59d5771eff4f401fad8732728d6065d6                    2   \n",
       "7              False  4a4ece35206ffdf578f5885b11a76839                    2   \n",
       "8              False  05e66dde1f5469778fa263ed17de85b1                    2   \n",
       "9              False  bbd54d2aba2f96f9c0e770cd23fcb1ad                    2   \n",
       "10             False  9418ebe85ff332046042c177f0a1d2b1                    2   \n",
       "11             False  993247f23540bc9a1118e52d65fb8ab7                    2   \n",
       "12             False  fe3fbc4d94ca635e0eae969ce9a54d02                    2   \n",
       "13             False  7ac9225ebe147c72937a45d7910778f0                    2   \n",
       "14             False  610f311598231391e37b0b202b2adc1c                    2   \n",
       "15             False  c7641a69cf38dca278f5885b11a76839                    2   \n",
       "16             False  d2d1b8fb216557be160bef405ccde8ba                    2   \n",
       "17             False  c5a554bd369f7ddac0e770cd23fcb1ad                    2   \n",
       "18             False  6befc51d705930b78b0ca3877d009dea                    2   \n",
       "19             False  fadc54c0e7012cbecf3b784bbdf4fe53                    2   \n",
       "20             False  598e3261a17f043a9da65a0dc5ff9f3d                    2   \n",
       "21             False  ce7ccd785f8b8d8845913e3a4abf94f3                    2   \n",
       "22             False  c7919f0e6419a916db286ab5a8a082c5                    2   \n",
       "23             False  7aa0d8a46d39fb2b62cb88e0a323364d                    2   \n",
       "24             False  cd4881a0ca4e72908868111a467b66bb                    2   \n",
       "25             False  273743b73b8b405cb8186adbf6c31dd6                    2   \n",
       "26             False  54d001c83b72632859a7d64ad9817c9f                    2   \n",
       "27             False  54d001c83b72632859a7d64ad9817c9f                    2   \n",
       "28             False  c01b7239c29322d914c33c05749ae593                    2   \n",
       "29             False  7e851e39422316a9c051c4e7ef49e137                    2   \n",
       "30             False  67300386979fa3d6d6a9d1214a39013b                    2   \n",
       "31             False  5d3352a2d7afe5e267766a03c68ce883                    2   \n",
       "32             False  945255696d7beb2c1118e52d65fb8ab7                    2   \n",
       "33             False  4164f33d00e1d78a351ff05530f680dd                    2   \n",
       "34             False  945255696d7beb2c1118e52d65fb8ab7                    2   \n",
       "35             False  d2d1b8fb216557be160bef405ccde8ba                    2   \n",
       "36             False  244c498c451abbc1063dfc1b00f6daab                    2   \n",
       "37             False  6535ae399139ebe6df514c63e89fb1b8                    2   \n",
       "38             False  3af8fdebe74dbbbe76f5ec2df67915bd                    2   \n",
       "39             False  d2d1b8fb216557be160bef405ccde8ba                    2   \n",
       "\n",
       "           recruiter.recruiterPhoto             recruiter.recruiterId  \n",
       "0   5f8f986779c7cc70efbf36c008u.jpg  43c7964d5cbcd65334758acf5a011128  \n",
       "1   5f8f9866dfb13a7dee342f1808u.jpg  51a04c4a8dd26798e20a523d05b17bde  \n",
       "2   5f8f98648dbe6273dcf8515508u.jpg  f146b187cd67d5182ae03e281455ea34  \n",
       "3   5f8f9865ea60860b75384fa508u.jpg  e26b3b71749bfd548b299e4b3258c395  \n",
       "4   5f8f986779c7cc70efbf36c008u.jpg  18d91c08495a8eb4b16207fad6c9700b  \n",
       "5   5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8  \n",
       "6   5f8f98648dbe6273dcf8515508u.jpg  1e0168f7bd79f761b830e0c9a9674d81  \n",
       "7   57c4e9d345ce9f0a74a9b8cd04a.png  d4be0c7af21e622076f4668dbe33f725  \n",
       "8   5f8f98648dbe6273dcf8515508u.jpg  3ebcddd9b3193ceafb68be0b3ae411e1  \n",
       "9   5f8f9863f6d1ab58476f246a08u.jpg  2b138f862903d50dafa3f1eb4ee8f12e  \n",
       "10  54d0c343712e13549ab2b96701a.jpg  a39e65ec739c49f5f63871c18e9f3afc  \n",
       "11  5f8f98648dbe6273dcf8515508u.jpg  3d38444cf16082b86af796bc41f43a15  \n",
       "12  63999371594b4a36d28791d808u.png  9856b42059af30c2416f9a918ce7977e  \n",
       "13  5f8f986aea60860b75384fab08u.jpg  268b78cf04b4cef281e37a42dfcc231f  \n",
       "14  595f31937032648741b616b905a.png  1d1306af21a992d8bdd67167af3b53f0  \n",
       "15  620b0b321cd3cd37445a7c6301u.png  0bf0722094c925ae8c9f9862da3ad695  \n",
       "16  5f8f9865ea60860b75384fa508u.jpg  6a77933d13f747d05e6b925786705a3c  \n",
       "17  60bef91a67e2645716093e3606u.png  c2a29033a4fe825502099587be9f7a60  \n",
       "18  5f8f98698dbe6273dcf8516008u.jpg  6f20f43c418f1416a28c40aac6676512  \n",
       "19  6217570e01e216439725fb8808u.png  4cc99b91848b506e3a55e918455c9ac1  \n",
       "20  5f8f986bdfb13a7dee342f2108u.jpg  d63f4978d5082c5a3c17040eac6965ff  \n",
       "21  5f8f98698dbe6273dcf8516008u.jpg  5a4c262d8885e9942c69f434aaa14096  \n",
       "22  5f8f98648dbe6273dcf8515508u.jpg  e72091f3abe9808674e9c6e34f8a68d7  \n",
       "23  5a9f63498e509036ebf34f6d06a.png  6ba963bf320d184de99485503740fff1  \n",
       "24  6221c7f64c56d92afb77eebe03u.png  c680de1a3cee3bf025e0bf90184688b3  \n",
       "25  6384709c34e8df2c1c647dda07u.png  bd41282741832b495d14fcb327ba54e1  \n",
       "26  5f8f98648dbe6273dcf8515508u.jpg  1a8d134495ec642f0ef1e946585a18a9  \n",
       "27  5f8f98648dbe6273dcf8515508u.jpg  1a8d134495ec642f0ef1e946585a18a9  \n",
       "28  616d0eaff3e81c74a137689a06u.png  c204e12c186b70d57858b553fb56c213  \n",
       "29  6124674cfeab1239c90f01d601u.png  353e506e435b98110f03be3f8eb70477  \n",
       "30  5f8f9863f6d1ab58476f246a08u.jpg  64ad619618d438cff438b82dd3028b0c  \n",
       "31  5f8f986c79c7cc70efbf36c808u.jpg  612c11dd210e0464ec5c2059058991df  \n",
       "32  5f8f98648dbe6273dcf8515508u.jpg  efd682ffb2d75c5f7925fbb0185fb9fb  \n",
       "33  5f8f9866dfb13a7dee342f1808u.jpg  b69fd5c36585947f42d05a8e2630beaf  \n",
       "34  5f8f98648dbe6273dcf8515508u.jpg  efd682ffb2d75c5f7925fbb0185fb9fb  \n",
       "35  5f8f9865ea60860b75384fa508u.jpg  6a77933d13f747d05e6b925786705a3c  \n",
       "36  5f8f9866dfb13a7dee342f1808u.jpg  243d415a12abad30e1d708dd7b6c9ab7  \n",
       "37  5f8f98648dbe6273dcf8515508u.jpg  e27428a84e155db6cb41cd1ccd3c908b  \n",
       "38  5f8f986779c7cc70efbf36c008u.jpg  82b656079372824a4b73c7d29c43d41f  \n",
       "39  5f8f9865ea60860b75384fa508u.jpg  6a77933d13f747d05e6b925786705a3c  \n",
       "\n",
       "[40 rows x 29 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(content['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fe718fd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导出exce文件\n",
    "pd.json_normalize(content['data']['data']['jobCardList']).to_excel('liepin_产品经理.xlsx')"
   ]
  }
 ],
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